{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import yaml\n",
    "import os\n",
    "import sys\n",
    "sys.path.append('/home/yang_liu/python_workspace/3DGS')\n",
    "\n",
    "import torchvision\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import torchvision.transforms.functional as tf\n",
    "from PIL import Image\n",
    "from tqdm import tqdm\n",
    "from os import makedirs\n",
    "from scene import Scene\n",
    "from gaussian_renderer import render\n",
    "from utils.general_utils import safe_state\n",
    "from argparse import ArgumentParser\n",
    "from arguments import ModelParams, PipelineParams\n",
    "from gaussian_renderer import GaussianModel\n",
    "from arguments import ModelParams, PipelineParams, OptimizationParams, GroupParams\n",
    "from utils.loss_utils import l1_loss, ssim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_cfg(cfg):\n",
    "    lp = GroupParams()\n",
    "    op = GroupParams()\n",
    "    pp = GroupParams()\n",
    "\n",
    "    for arg in cfg['model_params'].items():\n",
    "        setattr(lp, arg[0], arg[1])\n",
    "    \n",
    "    for arg in cfg['optim_params'].items():\n",
    "        setattr(op, arg[0], arg[1]) \n",
    "\n",
    "    for arg in cfg['pipeline_params'].items():\n",
    "        setattr(pp, arg[0], arg[1])\n",
    "    \n",
    "    return lp, op, pp\n",
    "\n",
    "def readImages(renders_dir, gt_dir):\n",
    "    renders = []\n",
    "    gts = []\n",
    "    image_names = []\n",
    "    for fname in os.listdir(renders_dir):\n",
    "        render = Image.open(renders_dir / fname)\n",
    "        gt = Image.open(gt_dir / fname)\n",
    "        renders.append(tf.to_tensor(render).unsqueeze(0)[:, :3, :, :].cuda())\n",
    "        gts.append(tf.to_tensor(gt).unsqueeze(0)[:, :3, :, :].cuda())\n",
    "        image_names.append(fname)\n",
    "    return renders, gts, image_names\n",
    "\n",
    "def contract_to_unisphere(\n",
    "        x: torch.Tensor,\n",
    "        aabb: torch.Tensor,\n",
    "        ord: float = 2,\n",
    "        eps: float = 1e-6,\n",
    "        derivative: bool = False,\n",
    "    ):\n",
    "        aabb_min, aabb_max = torch.split(aabb, 3, dim=-1)\n",
    "        x = (x - aabb_min) / (aabb_max - aabb_min)\n",
    "        x = x * 2 - 1  # aabb is at [-1, 1]\n",
    "        mag = torch.linalg.norm(x, ord=ord, dim=-1, keepdim=True)\n",
    "        mask = mag.squeeze(-1) > 1\n",
    "\n",
    "        if derivative:\n",
    "            dev = (2 * mag - 1) / mag**2 + 2 * x**2 * (\n",
    "                1 / mag**3 - (2 * mag - 1) / mag**4\n",
    "            )\n",
    "            dev[~mask] = 1.0\n",
    "            dev = torch.clamp(dev, min=eps)\n",
    "            return dev\n",
    "        else:\n",
    "            x[mask] = (2 - 1 / mag[mask]) * (x[mask] / mag[mask])\n",
    "            x = x / 4 + 0.5  # [-inf, inf] is at [0, 1]\n",
    "            return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "config = '../config/block_rubble_all_lr_c12_loss_10.yaml'\n",
    "out_dir = '../output/block_rubble_all_lr_c12_loss_10'\n",
    "iteration = 30_000\n",
    "\n",
    "with open(config) as f:\n",
    "    cfg = yaml.load(f, Loader=yaml.FullLoader)\n",
    "    lp, op, pp = parse_cfg(cfg)\n",
    "    setattr(lp, 'config_path', config)\n",
    "\n",
    "config_name = os.path.splitext(os.path.basename(config))[0]\n",
    "lp.source_path = os.path.join(\"../\", lp.source_path)\n",
    "lp.model_path = os.path.join(\"../output/\", config_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Merge Gaussian Cells"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Merged 344199 points from block 0\n",
      "Merged 925480 points from block 1\n",
      "Merged 972390 points from block 2\n",
      "Merged 373006 points from block 3\n",
      "Merged 617496 points from block 4\n",
      "Merged 572563 points from block 5\n",
      "Merged 750404 points from block 6\n",
      "Merged 1136453 points from block 7\n",
      "Merged 759015 points from block 8\n",
      "Merged 692804 points from block 9\n",
      "Merged 531565 points from block 10\n",
      "Merged 745620 points from block 11\n",
      "Merged 366226 points from block 12\n",
      "Merged 886353 points from block 13\n",
      "Merged 653933 points from block 14\n",
      "Merged 274206 points from block 15\n"
     ]
    }
   ],
   "source": [
    "merged_gaussians = GaussianModel(lp.sh_degree)\n",
    "with torch.no_grad():\n",
    "    for idx in range(16):\n",
    "        gaussians = GaussianModel(lp.sh_degree)\n",
    "        try:\n",
    "            gaussians.load_ply(os.path.join(out_dir+f\"_cell{idx}\", \"point_cloud_blocks\", \"scale_1.0\",\n",
    "                                            \"iteration_\" + str(iteration),\n",
    "                                            \"point_cloud.ply\"))\n",
    "        except:\n",
    "            gaussians.load_ply(os.path.join(out_dir+f\"_cell{idx}\", \"point_cloud_blocks\", \"scale_1.0\",\n",
    "                                            \"iteration_\" + str(1),\n",
    "                                            \"point_cloud.ply\"))\n",
    "        \n",
    "        # plt.figure()\n",
    "        # plt.style.use('seaborn-white')\n",
    "        # plt.scatter(gaussians.get_xyz[::100, 0].detach().cpu(), gaussians.get_xyz[::100, 1].detach().cpu(), s=0.5, c='r', label=f'cell-{idx}')\n",
    "        # plt.legend()\n",
    "        # plt.grid(True)\n",
    "        # plt.show()\n",
    "        \n",
    "        if len(merged_gaussians._xyz) == 0:\n",
    "            merged_gaussians._xyz = gaussians.get_xyz\n",
    "            merged_gaussians._features_dc = gaussians._features_dc\n",
    "            merged_gaussians._features_rest = gaussians._features_rest\n",
    "            merged_gaussians._scaling = gaussians._scaling\n",
    "            merged_gaussians._rotation = gaussians._rotation\n",
    "            merged_gaussians._opacity = gaussians._opacity\n",
    "            merged_gaussians.max_radii2D = gaussians.max_radii2D\n",
    "        else:\n",
    "            merged_gaussians._xyz = torch.cat([merged_gaussians._xyz, gaussians.get_xyz], dim=0)\n",
    "            merged_gaussians._features_dc = torch.cat([merged_gaussians._features_dc, gaussians._features_dc], dim=0)\n",
    "            merged_gaussians._features_rest = torch.cat([merged_gaussians._features_rest, gaussians._features_rest], dim=0)\n",
    "            merged_gaussians._scaling = torch.cat([merged_gaussians._scaling, gaussians._scaling], dim=0)\n",
    "            merged_gaussians._rotation = torch.cat([merged_gaussians._rotation, gaussians._rotation], dim=0)\n",
    "            merged_gaussians._opacity = torch.cat([merged_gaussians._opacity, gaussians._opacity], dim=0)\n",
    "            merged_gaussians.max_radii2D = torch.cat([merged_gaussians.max_radii2D, gaussians.max_radii2D], dim=0)\n",
    "        \n",
    "        print(f\"Merged {len(gaussians.get_xyz)} points from block {idx}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.style.use('seaborn-white')\n",
    "plt.scatter(merged_gaussians.get_xyz[::100, 0].detach().cpu(), merged_gaussians.get_xyz[::100, 2].detach().cpu(), s=0.5, c='r', label='rubble')\n",
    "plt.axis('equal')\n",
    "# plt.xlim(-12, 11)\n",
    "# plt.ylim(-8, 7)\n",
    "plt.xlabel('x/m')\n",
    "plt.ylabel('y/m')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving merged 10601713 point cloud to ../output/block_rubble_all_lr_c12_loss_10/point_cloud/iteration_30000/point_cloud.ply\n",
      "Done\n"
     ]
    }
   ],
   "source": [
    "save_path = os.path.join(out_dir, \"point_cloud\", \"iteration_\" + str(iteration), \"point_cloud.ply\")\n",
    "print(f\"Saving merged {len(merged_gaussians.get_xyz)} point cloud to {save_path}\")\n",
    "merged_gaussians.save_ply(save_path)\n",
    "print('Done')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Load GS and find bad case"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gaussians = GaussianModel(lp.sh_degree)\n",
    "gaussians.load_ply(os.path.join(out_dir, \"point_cloud\",\n",
    "                                \"iteration_\" + str(30000),\n",
    "                                \"point_cloud.ply\"))\n",
    "print(f\"Loaded {len(gaussians.get_xyz)} points from point cloud\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Metric evaluation progress: 100%|██████████| 247/247 [00:01<00:00, 231.45it/s]\n"
     ]
    }
   ],
   "source": [
    "from utils.loss_utils import ssim\n",
    "from lpipsPyTorch import lpips\n",
    "from utils.image_utils import psnr\n",
    "from pathlib import Path\n",
    "\n",
    "ssims = []\n",
    "psnrs = []\n",
    "# lpipss = []\n",
    "method_dir = Path(\"../output/org_mc_aerial_block9/block_9_test/ours_30000\")\n",
    "gt_dir = method_dir / \"gt\"\n",
    "renders_dir = method_dir / \"renders\"\n",
    "renders, gts, image_names = readImages(renders_dir, gt_dir)\n",
    "for idx in tqdm(range(len(renders)), desc=\"Metric evaluation progress\"):\n",
    "    ssims.append(ssim(renders[idx], gts[idx]))\n",
    "    psnrs.append(psnr(renders[idx], gts[idx]))\n",
    "    # lpipss.append(lpips(renders[idx], gts[idx], net_type='vgg'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot distribution of each metric\n",
    "plt.figure(figsize=(15, 5))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "ssims_list = [x.cpu().numpy().squeeze() for x in ssims]\n",
    "ssim_mean = np.mean(ssims_list)\n",
    "plt.plot(ssims_list)\n",
    "plt.axhline(y=ssim_mean, color='r', linestyle='-')\n",
    "plt.title(\"SSIM\")\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "psnrs_list = [x.cpu().numpy().squeeze() for x in psnrs]\n",
    "psnr_mean = np.mean(psnrs_list)\n",
    "plt.plot(psnrs_list)\n",
    "plt.axhline(y=psnr_mean, color='r', linestyle='-')\n",
    "plt.title(\"PSNR\")\n",
    "\n",
    "# plt.subplot(1, 3, 3)\n",
    "# lpipss_list = [x.cpu().numpy().squeeze() for x in lpipss]\n",
    "# lpipss_mean = np.mean(lpipss_list)\n",
    "# plt.plot(lpipss_list)\n",
    "# plt.axhline(y=lpipss_mean, color='r', linestyle='-')\n",
    "# plt.title(\"LPIPS\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "metadata": {},
   "outputs": [],
   "source": [
    "target_idx = 0\n",
    "metric = \"PSNR\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 338,
   "metadata": {},
   "outputs": [],
   "source": [
    "current_idx = 0\n",
    "for idx in range(len(renders)):\n",
    "    if metric == \"SSIM\":\n",
    "        metric_value = ssims_list[idx]\n",
    "        thershold = 0.75\n",
    "    elif metric == \"PSNR\":\n",
    "        metric_value = psnrs_list[idx]\n",
    "        thershold = 24\n",
    "    # elif metric == \"LPIPSS\":\n",
    "    #     metric_value = -lpipss_list[idx]\n",
    "    #     thershold = -0.35\n",
    "    \n",
    "    if metric_value < thershold:  # 0.75 for ssim, 25 for psnr\n",
    "        if target_idx == current_idx:\n",
    "            plt.figure(figsize=(16, 8))\n",
    "            plt.subplot(1, 2, 1)\n",
    "            plt.imshow(renders[idx].squeeze().cpu().numpy().transpose(1, 2, 0))\n",
    "            plt.title(f\"Render-{idx}-{metric}-{metric_value}\")\n",
    "            plt.axis(\"off\")\n",
    "            plt.subplot(1, 2, 2)\n",
    "            plt.imshow(gts[idx].squeeze().cpu().numpy().transpose(1, 2, 0))\n",
    "            plt.title(f\"GT-{idx}-{metric}-{metric_value}\")\n",
    "            plt.axis(\"off\")\n",
    "            plt.show()\n",
    "            break\n",
    "        else:\n",
    "            current_idx += 1\n",
    "target_idx += 1"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "gaussian_splatting",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
